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Machine learning and modeling: Data, validation, communication challenges.
El Naqa I, Ruan D, Valdes G, Dekker A, McNutt T, Ge Y, Wu QJ, Oh JH, Thor M, Smith W, Rao A, Fuller C, Xiao Y, Manion F, Schipper M, Mayo C, Moran JM, Ten Haken R. El Naqa I, et al. Among authors: mayo c. Med Phys. 2018 Oct;45(10):e834-e840. doi: 10.1002/mp.12811. Epub 2018 Aug 24. Med Phys. 2018. PMID: 30144098 Free PMC article.
Overview of the American Society for Radiation Oncology-National Institutes of Health-American Association of Physicists in Medicine Workshop 2015: Exploring Opportunities for Radiation Oncology in the Era of Big Data.
Benedict SH, Hoffman K, Martel MK, Abernethy AP, Asher AL, Capala J, Chen RC, Chera B, Couch J, Deye J, Efstathiou JA, Ford E, Fraass BA, Gabriel PE, Huser V, Kavanagh BD, Khuntia D, Marks LB, Mayo C, McNutt T, Miller RS, Moore KL, Prior F, Roelofs E, Rosenstein BS, Sloan J, Theriault A, Vikram B. Benedict SH, et al. Among authors: mayo c. Int J Radiat Oncol Biol Phys. 2016 Jul 1;95(3):873-879. doi: 10.1016/j.ijrobp.2016.03.006. Int J Radiat Oncol Biol Phys. 2016. PMID: 27302503 Free PMC article. No abstract available.
The big data effort in radiation oncology: Data mining or data farming?
Mayo CS, Kessler ML, Eisbruch A, Weyburne G, Feng M, Hayman JA, Jolly S, El Naqa I, Moran JM, Matuszak MM, Anderson CJ, Holevinski LP, McShan DL, Merkel SM, Machnak SL, Lawrence TS, Ten Haken RK. Mayo CS, et al. Adv Radiat Oncol. 2016 Oct 13;1(4):260-271. doi: 10.1016/j.adro.2016.10.001. eCollection 2016 Oct-Dec. Adv Radiat Oncol. 2016. PMID: 28740896 Free PMC article. Review.
Developing and Validating a Survival Prediction Model for NSCLC Patients Through Distributed Learning Across 3 Countries.
Jochems A, Deist TM, El Naqa I, Kessler M, Mayo C, Reeves J, Jolly S, Matuszak M, Ten Haken R, van Soest J, Oberije C, Faivre-Finn C, Price G, de Ruysscher D, Lambin P, Dekker A. Jochems A, et al. Among authors: mayo c. Int J Radiat Oncol Biol Phys. 2017 Oct 1;99(2):344-352. doi: 10.1016/j.ijrobp.2017.04.021. Epub 2017 Apr 24. Int J Radiat Oncol Biol Phys. 2017. PMID: 28871984 Free PMC article.
A prediction model for early death in non-small cell lung cancer patients following curative-intent chemoradiotherapy.
Jochems A, El-Naqa I, Kessler M, Mayo CS, Jolly S, Matuszak M, Faivre-Finn C, Price G, Holloway L, Vinod S, Field M, Barakat MS, Thwaites D, de Ruysscher D, Dekker A, Lambin P. Jochems A, et al. Among authors: mayo cs. Acta Oncol. 2018 Feb;57(2):226-230. doi: 10.1080/0284186X.2017.1385842. Epub 2017 Oct 14. Acta Oncol. 2018. PMID: 29034756 Free PMC article.
455 results